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<meta http-equiv="content-type" content="text/html; charset=utf-8" name="description" content="GPTIPS 2 pareto report" name="author" content="Dominic Searson"/>
<title>GPTIPS pareto front report.</title>
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<script type="text/javascript">google.load('visualization', '1', {packages: ['table']});
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<script type="text/javascript">
function drawPerformanceTable() {
var data = new google.visualization.DataTable();
data.addColumn('number','Model ID');
data.addColumn('number','Goodness of fit (R<sup>2</sup>)');
data.addColumn('number','Model complexity');
data.addColumn('string','Model');
data.addRows(19);
data.setCell(0,0, 11);
data.setCell(0,1, 1);
data.setCell(0,2, 30);
data.setCell(0,3, '0.73 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 3.27 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 0.73 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 2.08 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 6.39e-4 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> + 3.27 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.08');
data.setCell(1,0, 40);
data.setCell(1,1, 1);
data.setCell(1,2, 37);
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data.setCell(2,0, 41);
data.setCell(2,1, 1);
data.setCell(2,2, 37);
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data.setCell(3,0, 46);
data.setCell(3,1, 1);
data.setCell(3,2, 37);
data.setCell(3,3, '1.02 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.163 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> - 1.02 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.85 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 1.84 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.69');
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data.setCell(4,2, 37);
data.setCell(4,3, '1.02 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.163 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> - 1.02 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.85 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.84 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 1.69');
data.setCell(5,0, 84);
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data.setCell(5,3, '0.992 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 3.01 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 0.992 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.59 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 0.283 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> + 3.01 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.53 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 1.59');
data.setCell(6,0, 92);
data.setCell(6,1, 1);
data.setCell(6,2, 37);
data.setCell(6,3, '1.02 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.163 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> - 1.02 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.85 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.84 x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 1.69');
data.setCell(7,0, 136);
data.setCell(7,1, 1);
data.setCell(7,2, 37);
data.setCell(7,3, '1.02 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.163 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> - 1.02 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.85 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 1.84 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.69');
data.setCell(8,0, 137);
data.setCell(8,1, 1);
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data.setCell(8,3, '1.02 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.163 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> - 1.02 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.85 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 1.84 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.69');
data.setCell(9,0, 143);
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data.setCell(9,3, '1.02 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 0.163 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> - 1.02 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">2</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.85 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 1.84 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 2.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 1.69');
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data.setCell(10,3, '1.82 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> - 4.35 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 4.49 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 1.81');
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data.setCell(12,0, 153);
data.setCell(12,1, 0.992);
data.setCell(12,2, 22);
data.setCell(12,3, '1.45 x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> - 3.97 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> + 3.62 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 3.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 5.07');
data.setCell(13,0, 189);
data.setCell(13,1, 1);
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data.setCell(13,3, '0.73 x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span> - 3.27 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> - 0.73 abs(x<span style="position:relative;top: 0.3em;font-size:0.7em">5</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> - 2.08 exp(x<span style="position:relative;top: 0.3em;font-size:0.7em">6</span>)<span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 6.39e-4 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span> x<span style="position:relative;top: 0.3em;font-size:0.7em">8</span> + 1.98 x<span style="position:relative;top: 0.3em;font-size:0.7em">3</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">1/2</span> + 3.27 x<span style="position:relative;top: 0.3em;font-size:0.7em">4</span><span style="position:relative;bottom: 0.3em;font-size:0.7em">2</span> + 2.08');
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data.setCell(15,1, 0.997);
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<div style="text-align: left; margin-bottom: 50px;margin-top: 50px;margin-left: 15px;"><h2>GPTIPS pareto front report</h2><p>21-Jun-2016 18:14:47</p>
<p>Config file: symreg_config.m</p>
<p>Number of models on front: 19</p><p>Total models: 600</p><p style="margin-top: 30px;">This report shows the expressional complexity/performance characteristics (on training data) of symbolic models on the pareto front.</p><p>Numerical precision is reduced for display purposes.</p><p style="margin-bottom: 30px;">Click on column headers to sort models by expressional complexity and goodness of fit (R<sup>2</sup>).</p><div id="perf_table"></div>
<p style="color:gray;text-align:center;margin-top: 50px;">GPTIPS - the symbolic data mining platform for MATLAB</p><p style="color:gray;text-align:center;">&#169; Dominic Searson 2009-2015</p></div>
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